NBA_Players

Dataset statistics

Number of variables	22
Number of observations	11145
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.9 MiB
Average record size in memory	176.0 B

Variable types

NUM	14
CAT	8

Warnings

`player_name` has a high cardinality: 2235 distinct values	High cardinality
`college` has a high cardinality: 316 distinct values	High cardinality
`country` has a high cardinality: 76 distinct values	High cardinality
`draft_number` has a high cardinality: 75 distinct values	High cardinality
`draft_number` is highly correlated with `draft_round`	High correlation
`draft_round` is highly correlated with `draft_number`	High correlation
`Unnamed: 0` has unique values	Unique
`pts` has 136 (1.2%) zeros	Zeros
`reb` has 118 (1.1%) zeros	Zeros
`ast` has 374 (3.4%) zeros	Zeros
`oreb_pct` has 425 (3.8%) zeros	Zeros
`dreb_pct` has 162 (1.5%) zeros	Zeros
`ts_pct` has 136 (1.2%) zeros	Zeros
`ast_pct` has 359 (3.2%) zeros	Zeros

Reproduction

Analysis started	2020-12-12 13:28:55.461336
Analysis finished	2020-12-12 13:29:31.599871
Duration	36.14 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

Unnamed: 0
Real number (ℝ_≥0)

UNIQUE

Distinct	11145
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5572
Minimum	0
Maximum	11144
Zeros	1
Zeros (%)	< 0.1%
Memory size	87.1 KiB

Quantile statistics

Minimum	0
5-th percentile	557.2
Q1	2786
median	5572
Q3	8358
95-th percentile	10586.8
Maximum	11144
Range	11144
Interquartile range (IQR)	5572

Descriptive statistics

Standard deviation	3217.428709
Coefficient of variation (CV)	0.5774279809
Kurtosis	-1.2
Mean	5572
Median Absolute Deviation (MAD)	2786
Skewness	0
Sum	62099940
Variance	10351847.5
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2047	1	< 0.1%
1298	1	< 0.1%
5408	1	< 0.1%
9502	1	< 0.1%
3355	1	< 0.1%
1306	1	< 0.1%
7449	1	< 0.1%
5400	1	< 0.1%
9494	1	< 0.1%
3347	1	< 0.1%
Other values (11135)	11135	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
11144	1	< 0.1%
11143	1	< 0.1%
11142	1	< 0.1%
11141	1	< 0.1%
11140	1	< 0.1%

player_name
Categorical

HIGH CARDINALITY

Distinct	2235
Distinct (%)	20.1%
Missing	0
Missing (%)	0.0%
Memory size	87.1 KiB

Vince Carter	22
Dirk Nowitzki	21
Kevin Garnett	20
Kobe Bryant	20
Jason Terry	19
Other values (2230)	11043

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Vince Carter	22	0.2%
Dirk Nowitzki	21	0.2%
Kevin Garnett	20	0.2%
Kobe Bryant	20	0.2%
Jason Terry	19	0.2%
Tim Duncan	19	0.2%
Paul Pierce	19	0.2%
Jamal Crawford	19	0.2%
Tyson Chandler	19	0.2%
Steve Nash	18	0.2%
Other values (2225)	10949	98.2%

Frequencies of value counts

Unique

Unique	529 ?
Unique (%)	4.7%

Histogram of lengths of the category

Length

Max length	24
Median length	13
Mean length	12.80062808
Min length	4

team_abbreviation
Categorical

Distinct	36
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	87.1 KiB

CLE	390
TOR	390
LAC	389
MIA	387
DAL	384
Other values (31)	9205

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
CLE	390	3.5%
TOR	390	3.5%
LAC	389	3.5%
MIA	387	3.5%
DAL	384	3.4%
ATL	383	3.4%
PHI	380	3.4%
WAS	379	3.4%
HOU	378	3.4%
SAS	377	3.4%
Other values (26)	7308	65.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

age
Real number (ℝ_≥0)

Distinct	27
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	27.16868551
Minimum	18
Maximum	44
Zeros	0
Zeros (%)	0.0%
Memory size	87.1 KiB

Quantile statistics

Minimum	18
5-th percentile	21
Q1	24
median	27
Q3	30
95-th percentile	35
Maximum	44
Range	26
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.344163672
Coefficient of variation (CV)	0.1598959828
Kurtosis	-0.2615013415
Mean	27.16868551
Median Absolute Deviation (MAD)	3
Skewness	0.5458567812
Sum	302795
Variance	18.87175801
Monotocity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
24	1143	10.3%
23	1039	9.3%
25	1025	9.2%
26	933	8.4%
27	891	8.0%
28	774	6.9%
29	718	6.4%
22	678	6.1%
30	654	5.9%
31	581	5.2%
Other values (17)	2709	24.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18	3	< 0.1%
19	67	0.6%
20	246	2.2%
21	425	3.8%
22	678	6.1%

Value	Count	Frequency (%)
44	1	< 0.1%
43	3	< 0.1%
42	3	< 0.1%
41	7	0.1%
40	27	0.2%

player_height
Real number (ℝ_≥0)

Distinct	30
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	200.8128183
Minimum	160.02
Maximum	231.14
Zeros	0
Zeros (%)	0.0%
Memory size	87.1 KiB

Quantile statistics

Minimum	160.02
5-th percentile	185.42
Q1	195.58
median	200.66
Q3	208.28
95-th percentile	213.36
Maximum	231.14
Range	71.12
Interquartile range (IQR)	12.7

Descriptive statistics

Standard deviation	9.190973456
Coefficient of variation (CV)	0.04576885845
Kurtosis	-0.1395888697
Mean	200.8128183
Median Absolute Deviation (MAD)	7.62
Skewness	-0.3775857815
Sum	2238058.86
Variance	84.47399307
Monotocity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
205.74	1369	12.3%
208.28	1133	10.2%
200.66	1093	9.8%
203.2	1061	9.5%
210.82	958	8.6%
198.12	918	8.2%
195.58	807	7.2%
190.5	755	6.8%
213.36	673	6.0%
193.04	619	5.6%
Other values (20)	1759	15.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
160.02	5	< 0.1%
165.1	13	0.1%
167.64	1	< 0.1%
175.26	24	0.2%
177.8	52	0.5%

Value	Count	Frequency (%)
231.14	3	< 0.1%
228.6	16	0.1%
226.06	6	0.1%
223.52	7	0.1%
220.98	43	0.4%

player_weight
Real number (ℝ_≥0)

Distinct	157
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	100.6378677
Minimum	60.327736
Maximum	163.29312
Zeros	0
Zeros (%)	0.0%
Memory size	87.1 KiB

Quantile statistics

Minimum	60.327736
5-th percentile	81.64656
Q1	90.7184
median	99.79024
Q3	109.315672
95-th percentile	120.20188
Maximum	163.29312
Range	102.965384
Interquartile range (IQR)	18.597272

Descriptive statistics

Standard deviation	12.57629495
Coefficient of variation (CV)	0.1249658328
Kurtosis	-0.1286903686
Mean	100.6378677
Median Absolute Deviation (MAD)	9.07184
Skewness	0.1469057176
Sum	1121609.036
Variance	158.1631947
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99.79024	595	5.3%
108.86208	554	5.0%
95.25432	524	4.7%
102.0582	512	4.6%
97.52228	505	4.5%
106.59412	500	4.5%
111.13004	479	4.3%
113.398	472	4.2%
104.32616	463	4.2%
90.7184	447	4.0%
Other values (147)	6094	54.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
60.327736	13	0.1%
61.688512	1	< 0.1%
63.956472	4	< 0.1%
65.77084	1	< 0.1%
68.0388	2	< 0.1%

Value	Count	Frequency (%)
163.29312	1	< 0.1%
155.582056	1	< 0.1%
154.22128	1	< 0.1%
151.95332	1	< 0.1%
149.68536	1	< 0.1%

college
Categorical

HIGH CARDINALITY

Distinct	316
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Memory size	87.1 KiB

None	1684
Kentucky	360
Duke	331
North Carolina	318
UCLA	280
Other values (311)	8172

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
None	1684	15.1%
Kentucky	360	3.2%
Duke	331	3.0%
North Carolina	318	2.9%
UCLA	280	2.5%
Arizona	257	2.3%
Kansas	251	2.3%
Connecticut	220	2.0%
Georgia Tech	180	1.6%
Florida	173	1.6%
Other values (306)	7091	63.6%

Frequencies of value counts

Unique

Unique	47 ?
Unique (%)	0.4%

Histogram of lengths of the category

Length

Max length	39
Median length	8
Mean length	8.976312248
Min length	1

country
Categorical

HIGH CARDINALITY

Distinct	76
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	87.1 KiB

USA	9410
France	153
Canada	140
Spain	79
Brazil	78
Other values (71)	1285

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
USA	9410	84.4%
France	153	1.4%
Canada	140	1.3%
Spain	79	0.7%
Brazil	78	0.7%
Australia	74	0.7%
Slovenia	67	0.6%
Turkey	63	0.6%
Croatia	62	0.6%
Argentina	60	0.5%
Other values (66)	959	8.6%

Frequencies of value counts

Unique

Unique	6 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	32
Median length	3
Mean length	3.842530283
Min length	3

draft_year
Categorical

Distinct	45
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	87.1 KiB

Undrafted	1942
1998	454
2003	430
2005	420
1996	406
Other values (40)	7493

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Undrafted	1942	17.4%
1998	454	4.1%
2003	430	3.9%
2005	420	3.8%
1996	406	3.6%
2001	403	3.6%
2008	381	3.4%
1999	366	3.3%
2000	364	3.3%
2004	362	3.2%
Other values (35)	5617	50.4%

Frequencies of value counts

Unique

Unique	3 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	9
Median length	4
Mean length	4.87124271
Min length	4

draft_round
Categorical

HIGH CORRELATION

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	87.1 KiB

1	6513
2	2629
Undrafted	1959
3	20
4	12
Other values (3)	12

Frequencies
Length

Value	Count	Frequency (%)
1	6513	58.4%
2	2629	23.6%
Undrafted	1959	17.6%
3	20	0.2%
4	12	0.1%
7	5	< 0.1%
6	5	< 0.1%
8	2	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	9
Median length	1
Mean length	2.406191117
Min length	1

draft_number
Categorical

HIGH CARDINALITY
HIGH CORRELATION

Distinct	75
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	87.1 KiB

Undrafted	1959
1	320
5	320
4	311
3	299
Other values (70)	7936

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Undrafted	1959	17.6%
1	320	2.9%
5	320	2.9%
4	311	2.8%
3	299	2.7%
2	299	2.7%
9	282	2.5%
10	278	2.5%
7	272	2.4%
8	258	2.3%
Other values (65)	6547	58.7%

Frequencies of value counts

Unique

Unique	9 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	9
Median length	2
Mean length	3.001256169
Min length	1

gp
Real number (ℝ_≥0)

Distinct	85
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	52.00583221
Minimum	1
Maximum	85
Zeros	0
Zeros (%)	0.0%
Memory size	87.1 KiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	32
median	58
Q3	74
95-th percentile	82
Maximum	85
Range	84
Interquartile range (IQR)	42

Descriptive statistics

Standard deviation	25.06949533
Coefficient of variation (CV)	0.4820516136
Kurtosis	-0.964908455
Mean	52.00583221
Median Absolute Deviation (MAD)	19
Skewness	-0.5580053215
Sum	579605
Variance	628.4795963
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
82	719	6.5%
81	410	3.7%
80	391	3.5%
79	273	2.4%
78	264	2.4%
76	237	2.1%
77	233	2.1%
75	230	2.1%
74	226	2.0%
72	215	1.9%
Other values (75)	7947	71.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	102	0.9%
2	136	1.2%
3	130	1.2%
4	98	0.9%
5	119	1.1%

Value	Count	Frequency (%)
85	3	< 0.1%
84	1	< 0.1%
83	10	0.1%
82	719	6.5%
81	410	3.7%

pts
Real number (ℝ_≥0)

ZEROS

Distinct	308
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8.126487214
Minimum	0
Maximum	36.1
Zeros	136
Zeros (%)	1.2%
Memory size	87.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1.2
Q1	3.5
median	6.6
Q3	11.5
95-th percentile	20.1
Maximum	36.1
Range	36.1
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	5.935482275
Coefficient of variation (CV)	0.730387204
Kurtosis	0.792428321
Mean	8.126487214
Median Absolute Deviation (MAD)	3.6
Skewness	1.057005413
Sum	90569.7
Variance	35.22994984
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	145	1.3%
0	136	1.2%
4	136	1.2%
3	122	1.1%
5	119	1.1%
3.3	117	1.0%
4.2	108	1.0%
4.5	107	1.0%
1	106	1.0%
2.5	105	0.9%
Other values (298)	9944	89.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	136	1.2%
0.1	3	< 0.1%
0.2	7	0.1%
0.3	21	0.2%
0.4	18	0.2%

Value	Count	Frequency (%)
36.1	1	< 0.1%
35.4	1	< 0.1%
34.5	1	< 0.1%
33	1	< 0.1%
32.1	1	< 0.1%

reb
Real number (ℝ_≥0)

ZEROS

Distinct	154
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.560035891
Minimum	0
Maximum	16.3
Zeros	118
Zeros (%)	1.1%
Memory size	87.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0.7
Q1	1.8
median	3
Q3	4.7
95-th percentile	8.7
Maximum	16.3
Range	16.3
Interquartile range (IQR)	2.9

Descriptive statistics

Standard deviation	2.495393818
Coefficient of variation (CV)	0.700946253
Kurtosis	1.861150883
Mean	3.560035891
Median Absolute Deviation (MAD)	1.4
Skewness	1.291627447
Sum	39676.6
Variance	6.226990307
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	290	2.6%
1.8	273	2.4%
1.9	262	2.4%
2.3	253	2.3%
1.5	241	2.2%
1	240	2.2%
2.4	236	2.1%
2.1	232	2.1%
1.7	228	2.0%
1.6	225	2.0%
Other values (144)	8665	77.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	118	1.1%
0.1	10	0.1%
0.2	41	0.4%
0.3	95	0.9%
0.4	63	0.6%

Value	Count	Frequency (%)
16.3	1	< 0.1%
16.1	1	< 0.1%
16	1	< 0.1%
15.6	1	< 0.1%
15.4	1	< 0.1%

ast
Real number (ℝ_≥0)

ZEROS

Distinct	114
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.801462539
Minimum	0
Maximum	11.7
Zeros	374
Zeros (%)	3.4%
Memory size	87.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1
Q1	0.6
median	1.2
Q3	2.4
95-th percentile	5.6
Maximum	11.7
Range	11.7
Interquartile range (IQR)	1.8

Descriptive statistics

Standard deviation	1.789940237
Coefficient of variation (CV)	0.9936039179
Kurtosis	4.172886026
Mean	1.801462539
Median Absolute Deviation (MAD)	0.8
Skewness	1.883540544
Sum	20077.3
Variance	3.203886052
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3	592	5.3%
0.4	549	4.9%
0.5	523	4.7%
0.6	477	4.3%
0.8	452	4.1%
0.7	452	4.1%
0.9	441	4.0%
1	436	3.9%
0.2	401	3.6%
1.1	386	3.5%
Other values (104)	6436	57.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	374	3.4%
0.1	279	2.5%
0.2	401	3.6%
0.3	592	5.3%
0.4	549	4.9%

Value	Count	Frequency (%)
11.7	2	< 0.1%
11.6	2	< 0.1%
11.5	1	< 0.1%
11.4	2	< 0.1%
11.2	2	< 0.1%

net_rating
Real number (ℝ)

Distinct	707
Distinct (%)	6.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-2.153898609
Minimum	-200
Maximum	300
Zeros	64
Zeros (%)	0.6%
Memory size	87.1 KiB

Quantile statistics

Minimum	-200
5-th percentile	-16.98
Q1	-6.3
median	-1.3
Q3	3.2
95-th percentile	10.2
Maximum	300
Range	500
Interquartile range (IQR)	9.5

Descriptive statistics

Standard deviation	12.15061141
Coefficient of variation (CV)	-5.641217909
Kurtosis	82.249367
Mean	-2.153898609
Median Absolute Deviation (MAD)	4.8
Skewness	0.2830850421
Sum	-24005.2
Variance	147.6373576
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.2	76	0.7%
-0.3	76	0.7%
-3.7	74	0.7%
0.1	73	0.7%
-1.4	72	0.6%
-1.9	72	0.6%
0.8	71	0.6%
2.6	71	0.6%
1.3	71	0.6%
-0.1	71	0.6%
Other values (697)	10418	93.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-200	1	< 0.1%
-158.3	1	< 0.1%
-150	1	< 0.1%
-147.5	1	< 0.1%
-144.9	1	< 0.1%

Value	Count	Frequency (%)
300	1	< 0.1%
250	1	< 0.1%
150	1	< 0.1%
120	1	< 0.1%
114.3	1	< 0.1%

oreb_pct
Real number (ℝ_≥0)

ZEROS

Distinct	216
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.05559309107
Minimum	0
Maximum	1
Zeros	425
Zeros (%)	3.8%
Memory size	87.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0.007
Q1	0.022
median	0.043
Q3	0.086
95-th percentile	0.131
Maximum	1
Range	1
Interquartile range (IQR)	0.064

Descriptive statistics

Standard deviation	0.04388855935
Coefficient of variation (CV)	0.7894606776
Kurtosis	26.01645954
Mean	0.05559309107
Median Absolute Deviation (MAD)	0.027
Skewness	2.338951486
Sum	619.585
Variance	0.001926205641
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	425	3.8%
0.017	211	1.9%
0.023	201	1.8%
0.021	197	1.8%
0.015	196	1.8%
0.019	194	1.7%
0.014	191	1.7%
0.018	188	1.7%
0.016	187	1.7%
0.022	174	1.6%
Other values (206)	8981	80.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	425	3.8%
0.002	2	< 0.1%
0.003	9	0.1%
0.004	11	0.1%
0.005	27	0.2%

Value	Count	Frequency (%)
1	1	< 0.1%
0.6	1	< 0.1%
0.5	3	< 0.1%
0.4	2	< 0.1%
0.375	1	< 0.1%

dreb_pct
Real number (ℝ_≥0)

ZEROS

Distinct	351
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1417719157
Minimum	0
Maximum	1
Zeros	162
Zeros (%)	1.5%
Memory size	87.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0.063
Q1	0.096
median	0.132
Q3	0.182
95-th percentile	0.25
Maximum	1
Range	1
Interquartile range (IQR)	0.086

Descriptive statistics

Standard deviation	0.06319421645
Coefficient of variation (CV)	0.4457456623
Kurtosis	8.199562783
Mean	0.1417719157
Median Absolute Deviation (MAD)	0.041
Skewness	1.254490105
Sum	1580.048
Variance	0.003993508992
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	162	1.5%
0.1	106	1.0%
0.098	103	0.9%
0.086	103	0.9%
0.111	102	0.9%
0.091	100	0.9%
0.101	100	0.9%
0.102	99	0.9%
0.089	98	0.9%
0.095	97	0.9%
Other values (341)	10075	90.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	162	1.5%
0.014	2	< 0.1%
0.015	1	< 0.1%
0.016	1	< 0.1%
0.017	1	< 0.1%

Value	Count	Frequency (%)
1	2	< 0.1%
0.714	1	< 0.1%
0.6	1	< 0.1%
0.571	1	< 0.1%
0.5	11	0.1%

usg_pct
Real number (ℝ_≥0)

Distinct	341
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.185599013
Minimum	0
Maximum	1
Zeros	33
Zeros (%)	0.3%
Memory size	87.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0.108
Q1	0.15
median	0.182
Q3	0.218
95-th percentile	0.276
Maximum	1
Range	1
Interquartile range (IQR)	0.068

Descriptive statistics

Standard deviation	0.05304665234
Coefficient of variation (CV)	0.2858132243
Kurtosis	7.401879071
Mean	0.185599013
Median Absolute Deviation (MAD)	0.034
Skewness	0.8327037378
Sum	2068.501
Variance	0.002813947325
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.183	111	1.0%
0.172	105	0.9%
0.186	102	0.9%
0.19	102	0.9%
0.168	102	0.9%
0.182	101	0.9%
0.174	100	0.9%
0.184	99	0.9%
0.179	99	0.9%
0.199	98	0.9%
Other values (331)	10126	90.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	33	0.3%
0.019	1	< 0.1%
0.02	1	< 0.1%
0.025	1	< 0.1%
0.03	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.75	1	< 0.1%
0.595	1	< 0.1%
0.571	1	< 0.1%
0.5	3	< 0.1%

ts_pct
Real number (ℝ_≥0)

ZEROS

Distinct	529
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5080993271
Minimum	0
Maximum	1.5
Zeros	136
Zeros (%)	1.2%
Memory size	87.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0.357
Q1	0.478
median	0.521
Q3	0.557
95-th percentile	0.615
Maximum	1.5
Range	1.5
Interquartile range (IQR)	0.079

Descriptive statistics

Standard deviation	0.09887899176
Coefficient of variation (CV)	0.1946056342
Kurtosis	12.2434486
Mean	0.5080993271
Median Absolute Deviation (MAD)	0.039
Skewness	-1.474998247
Sum	5662.767
Variance	0.009777055011
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	136	1.2%
0.5	113	1.0%
0.53	98	0.9%
0.526	97	0.9%
0.521	94	0.8%
0.533	94	0.8%
0.538	93	0.8%
0.534	87	0.8%
0.51	87	0.8%
0.549	87	0.8%
Other values (519)	10159	91.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	136	1.2%
0.046	1	< 0.1%
0.051	1	< 0.1%
0.056	2	< 0.1%
0.091	1	< 0.1%

Value	Count	Frequency (%)
1.5	3	< 0.1%
1.064	7	0.1%
1.05	1	< 0.1%
1.042	1	< 0.1%
1.025	1	< 0.1%

ast_pct
Real number (ℝ_≥0)

ZEROS

Distinct	479
Distinct (%)	4.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1310775236
Minimum	0
Maximum	1
Zeros	359
Zeros (%)	3.2%
Memory size	87.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0.024
Q1	0.065
median	0.102
Q3	0.178
95-th percentile	0.32
Maximum	1
Range	1
Interquartile range (IQR)	0.113

Descriptive statistics

Standard deviation	0.09501717881
Coefficient of variation (CV)	0.7248929964
Kurtosis	3.217573399
Mean	0.1310775236
Median Absolute Deviation (MAD)	0.047
Skewness	1.388177292
Sum	1460.859
Variance	0.00902826427
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	359	3.2%
0.068	103	0.9%
0.063	103	0.9%
0.077	96	0.9%
0.1	93	0.8%
0.078	91	0.8%
0.051	87	0.8%
0.083	86	0.8%
0.074	86	0.8%
0.087	85	0.8%
Other values (469)	9956	89.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	359	3.2%
0.004	1	< 0.1%
0.005	2	< 0.1%
0.007	4	< 0.1%
0.008	5	< 0.1%

Value	Count	Frequency (%)
1	3	< 0.1%
0.75	1	< 0.1%
0.667	4	< 0.1%
0.636	1	< 0.1%
0.615	1	< 0.1%

season
Categorical

Distinct	24
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	87.1 KiB

2017-18	540
2018-19	530
2019-20	514
2014-15	492
2016-17	486
Other values (19)	8583

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
2017-18	540	4.8%
2018-19	530	4.8%
2019-20	514	4.6%
2014-15	492	4.4%
2016-17	486	4.4%
2013-14	482	4.3%
2011-12	478	4.3%
2015-16	476	4.3%
2012-13	469	4.2%
2004-05	464	4.2%
Other values (14)	6214	55.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	Unnamed: 0	player_name	team_abbreviation	age	player_height	player_weight	college	country	draft_year	draft_round	draft_number	gp	pts	reb	ast	net_rating	oreb_pct	dreb_pct	usg_pct	ts_pct	ast_pct	season
0	0	Dennis Rodman	CHI	36.0	198.12	99.790240	Southeastern Oklahoma State	USA	1986	2	27	55	5.7	16.1	3.1	16.1	0.186	0.323	0.100	0.479	0.113	1996-97
1	1	Dwayne Schintzius	LAC	28.0	215.90	117.933920	Florida	USA	1990	1	24	15	2.3	1.5	0.3	12.3	0.078	0.151	0.175	0.430	0.048	1996-97
2	2	Earl Cureton	TOR	39.0	205.74	95.254320	Detroit Mercy	USA	1979	3	58	9	0.8	1.0	0.4	-2.1	0.105	0.102	0.103	0.376	0.148	1996-97
3	3	Ed O'Bannon	DAL	24.0	203.20	100.697424	UCLA	USA	1995	1	9	64	3.7	2.3	0.6	-8.7	0.060	0.149	0.167	0.399	0.077	1996-97
4	4	Ed Pinckney	MIA	34.0	205.74	108.862080	Villanova	USA	1985	1	10	27	2.4	2.4	0.2	-11.2	0.109	0.179	0.127	0.611	0.040	1996-97
5	5	Eddie Johnson	HOU	38.0	200.66	97.522280	Illinois	USA	1981	2	29	52	8.2	2.7	1.0	4.1	0.034	0.126	0.220	0.541	0.102	1996-97
6	6	Eddie Jones	LAL	25.0	198.12	86.182480	Temple	USA	1994	1	10	80	17.2	4.1	3.4	4.1	0.035	0.091	0.209	0.559	0.149	1996-97
7	7	Elden Campbell	LAL	28.0	213.36	113.398000	Clemson	USA	1990	1	27	77	14.9	8.0	1.6	3.3	0.095	0.183	0.222	0.520	0.087	1996-97
8	8	Eldridge Recasner	ATL	29.0	193.04	86.182480	Washington	USA	1992	Undrafted	Undrafted	71	5.7	1.6	1.3	-0.3	0.036	0.076	0.172	0.539	0.141	1996-97
9	9	Elliot Perry	MIL	28.0	182.88	72.574720	Memphis	USA	1991	2	37	82	6.9	1.5	3.0	-1.2	0.018	0.081	0.177	0.557	0.262	1996-97

Last rows

	Unnamed: 0	player_name	team_abbreviation	age	player_height	player_weight	college	country	draft_year	draft_round	draft_number	gp	pts	reb	ast	net_rating	oreb_pct	dreb_pct	usg_pct	ts_pct	ast_pct	season
11135	11135	Matisse Thybulle	PHI	23.0	195.58	91.171992	Washington	USA	2019	1	20	56	4.6	1.5	1.2	1.2	0.031	0.047	0.111	0.522	0.085	2019-20
11136	11136	Matt Mooney	CLE	23.0	187.96	90.264808	Texas Tech	USA	Undrafted	Undrafted	Undrafted	3	0.7	0.3	0.3	7.7	0.000	0.250	0.111	0.500	0.200	2019-20
11137	11137	Matthew Dellavedova	CLE	29.0	190.50	90.718400	St. Mary's (CA)	Australia	Undrafted	Undrafted	Undrafted	55	2.8	1.3	2.9	-0.9	0.024	0.069	0.129	0.445	0.292	2019-20
11138	11138	Maurice Harkless	NYK	26.0	200.66	99.790240	St. John's, N.Y.	USA	2012	1	15	59	5.7	3.9	1.0	1.9	0.038	0.119	0.104	0.575	0.059	2019-20
11139	11139	Max Strus	CHI	23.0	195.58	97.522280	None	USA	Undrafted	Undrafted	Undrafted	2	2.5	0.5	0.0	105.8	0.167	0.000	0.158	0.727	0.000	2019-20
11140	11140	Maxi Kleber	DAL	28.0	208.28	108.862080	None	Germany	Undrafted	Undrafted	Undrafted	63	9.1	5.4	1.1	4.6	0.056	0.140	0.136	0.605	0.064	2019-20
11141	11141	Melvin Frazier Jr.	ORL	23.0	195.58	97.522280	Tulane	USA	2018	2	35	15	1.2	0.3	0.1	-2.4	0.018	0.058	0.164	0.480	0.033	2019-20
11142	11142	Meyers Leonard	MIA	28.0	213.36	117.933920	Illinois	USA	2012	1	11	49	6.1	5.1	1.1	5.6	0.029	0.217	0.120	0.640	0.076	2019-20
11143	11143	Norvel Pelle	PHI	27.0	208.28	104.779752	None	USA	Undrafted	Undrafted	Undrafted	20	2.1	3.0	0.4	-16.4	0.085	0.237	0.126	0.521	0.056	2019-20
11144	11144	Matt Thomas	TOR	25.0	193.04	86.182480	Iowa State	USA	Undrafted	Undrafted	Undrafted	31	4.5	1.4	0.5	1.0	0.017	0.104	0.149	0.663	0.089	2019-20

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows